Discovery has shifted from human browsing to autonomous synthesis. When an LLM evaluates a hotel for a specific user scenario, it isn't ranking a page; it is calculating the risk of a factual error. Evidentity provides the deterministic infrastructure to eliminate signal conflict and capture demand in the Scenario Economy. We deploy Governed AI Profiles that speak the language of algorithmic confidence. Bridging the gap between raw operational truth and high-trust AI recommendation.